> we introduce a form of memory-augmented neural network called a differentiable neural computer, and show that it can learn to use its memory to answer questions about complex, structured data
So it seems that deep neural nets can have memory mechanisms and be trained to solve symbolic operations.
Differentiable neural computers - https://deepmind.com/blog/differentiable-neural-computers/
> we introduce a form of memory-augmented neural network called a differentiable neural computer, and show that it can learn to use its memory to answer questions about complex, structured data
So it seems that deep neural nets can have memory mechanisms and be trained to solve symbolic operations.